Domain Generalization on DomainNet DomainBed (test)
68.07Clipart AccuracyDDG
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DDGMixStyle=false2022.05 | 68.07 | — | 25.02 | 53.54 | 13.74 | 67.39 | 53.59 | 46.89 | |
| DDGMixStyle=true2022.05 | 67.39 | — | 24.21 | 53.59 | 16.21 | 65.85 | 54.34 | 46.93 | |
| SWAD2022.05 | 66 | — | 22.4 | 53.5 | 16.1 | 65.8 | 55.5 | 46.5 | |
| DMG2022.05 | 65.24 | — | 22.15 | 50.03 | 15.68 | 59.63 | 49.02 | 43.63 | |
| SelfReg2022.05 | 62.4 | — | 22.6 | 51.8 | 14.3 | 62.5 | 53.8 | 44.6 | |
| MetaReg2022.05 | 59.77 | — | 25.58 | 50.19 | 11.52 | 64.56 | 50.09 | 43.62 | |
| MLDGre-implemented by ERM=true2022.05 | 59.1 | — | 19.1 | 45.8 | 13.4 | 59.6 | 50.2 | 41.2 | |
| ERMre-implemented by ERM=true2022.05 | 58.1 | — | 18.8 | 46.7 | 12.2 | 59.6 | 49.8 | 40.9 | |
| SagNetre-implemented by ERM=true2022.05 | 57.7 | — | 19 | 45.3 | 12.7 | 58.1 | 48.8 | 40.3 | |
| Mixupre-implemented by ERM=true2022.05 | 55.7 | — | 18.5 | 44.3 | 12.5 | 55.8 | 48.2 | 39.2 | |
| RSCre-implemented by ERM=true2022.05 | 55 | — | 18.3 | 44.4 | 12.2 | 55.7 | 47.8 | 38.9 | |
| C-DANNre-implemented by ERM=true2022.05 | 54.6 | — | 17.3 | 43.7 | 12.1 | 56.2 | 45.9 | 38.3 | |
| Meta-DMoEHyperparameters=Default in DomainBed2024.10 | 51.5 | — | 15.4 | 42 | 11.9 | 50.9 | 44 | 36 | |
| FishHyperparameters=Default in DomainBed2024.10 | 51.5 | — | 14.5 | 40.4 | 11.7 | 52.6 | 42.1 | 35.5 | |
| SDHyperparameters=Default in DomainBed2024.10 | 51.3 | — | 15.5 | 41.5 | 12.6 | 52.9 | 44 | 36.3 | |
| ERM+Hyperparameters=Default in DomainBed2024.10 | 51.3 | — | 15.8 | 42.3 | 13 | 51.4 | 44.3 | 36.4 | |
| CORALHyperparameters=Default in DomainBed2024.10 | 51.2 | — | 15.4 | 42 | 12.7 | 52 | 43.4 | 36.1 | |
| MLDGHyperparameters=Default in DomainBed2024.10 | 51.1 | — | 14.1 | 40.7 | 11.7 | 52.3 | 42.7 | 35.4 | |
| SagNetHyperparameters=Default in DomainBed2024.10 | 51 | — | 14.6 | 40.2 | 12.1 | 51.5 | 42.4 | 35.3 | |
| ITTAHyperparameters=Default in DomainBed2024.10 | 50.7 | — | 13.9 | 39.4 | 11.9 | 50.2 | 43.5 | 34.9 | |
| LFMEHyperparameters=Default in DomainBed2024.10 | 50.7 | — | 15.7 | 41.5 | 12.4 | 51.4 | 44.8 | 36.1 | |
| MTLHyperparameters=Default in DomainBed2024.10 | 50.6 | — | 14 | 39.6 | 12 | 52.1 | 41.5 | 35 | |
| ERMHyperparameters=Default in DomainBed2024.10 | 50.4 | — | 14 | 40.3 | 11.7 | 52 | 43.2 | 35.3 | |
| MixStyleHyperparameters=Default in DomainBed2024.10 | 49.1 | — | 13.4 | 39.3 | 11.4 | 47.7 | 42.7 | 33.9 | |
| MixupHyperparameters=Default in DomainBed2024.10 | 48.9 | — | 13.6 | 39.5 | 10.9 | 49.9 | 41.2 | 34 | |
| SelfRegHyperparameters=Default in DomainBed2024.10 | 47.9 | — | 15.1 | 41.2 | 11.7 | 48.8 | 43.8 | 34.7 | |
| FishrHyperparameters=Default in DomainBed2024.10 | 47.8 | — | 14.6 | 40 | 11.9 | 49.2 | 41.7 | 34.2 | |
| CondCADHyperparameters=Default in DomainBed2024.10 | 46.1 | — | 13.3 | 36.1 | 10.7 | 46.8 | 38.7 | 31.9 | |
| CADHyperparameters=Default in DomainBed2024.10 | 45.4 | — | 12.1 | 34.9 | 10.2 | 45.1 | 38.5 | 31 | |
| CDANNHyperparameters=Default in DomainBed2024.10 | 45.3 | — | 12.6 | 36.6 | 10.3 | 47.5 | 38.9 | 31.8 | |
| DANNHyperparameters=Default in DomainBed2024.10 | 45 | — | 12.8 | 36 | 10.4 | 46.7 | 38 | 31.5 | |
| IRMHyperparameters=Default in DomainBed2024.10 | 43.2 | — | 12.6 | 35 | 9.9 | 43.4 | 38.4 | 30.4 | |
| ARMHyperparameters=Default in DomainBed2024.10 | 43 | — | 11.7 | 34.6 | 9.8 | 43.2 | 37 | 29.9 | |
| RSCHyperparameters=Default in DomainBed2024.10 | 39.5 | — | 11.4 | 30.5 | 10.2 | 41 | 34.7 | 27.9 | |
| VRExHyperparameters=Default in DomainBed2024.10 | 39.2 | — | 11.9 | 31.2 | 10.2 | 41.5 | 34.8 | 28.1 | |
| GroupDROHyperparameters=Default in DomainBed2024.10 | 38.2 | — | 13 | 28.7 | 8.2 | 43.4 | 33.7 | 27.5 | |
| MMDHyperparameters=Default in DomainBed2024.10 | 16.6 | — | 0.3 | 12.8 | 0.3 | 17.1 | 0.4 | 7.9 | |
| Approx. Optimal Z*Selection=Oracle selection2021.12 | — | 66.7 | — | — | — | — | — | — | |
| CADModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 41.5 | — | — | — | — | — | — | |
| CDANNModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 38.5 | — | — | — | — | — | — | |
| CLIP LModel Selection=oracle selection, Backbone=CLIP-ViT-L/142021.12 | — | 52.8 | — | — | — | — | — | — | |
| CLIP LBackbone=ViT-B/32, Pretraining=CLIP2021.12 | — | 52.8 | — | — | — | — | — | — | |
| CLIP L + CADModel Selection=oracle selection, Backbone=CLIP-ViT-L/142021.12 | — | 53.7 | — | — | — | — | — | — | |
| CLIP L + CADBackbone=ViT-B/32, Pretraining=CLIP, Bottleneck=CAD2021.12 | — | 53.7 | — | — | — | — | — | — | |
| CLIP SModel Selection=oracle selection, Backbone=CLIP-ResNet502021.12 | — | 47.7 | — | — | — | — | — | — | |
| CLIP SModel Selection=oracle selection, Backbone=CLIP-ResNet50, zero-shot=true2021.12 | — | 46.9 | — | — | — | — | — | — | |
| CLIP SBackbone=ResNet-50, Pretraining=CLIP2021.12 | — | 47.7 | — | — | — | — | — | — | |
| CLIP S + BaseModel Selection=oracle selection, Backbone=CLIP-ResNet502021.12 | — | 46.8 | — | — | — | — | — | — | |
| CLIP S + BaseBackbone=ResNet-50, Pretraining=CLIP, Mode=Finetuned2021.12 | — | 46.8 | — | — | — | — | — | — | |
| CLIP S + CADModel Selection=oracle selection, Backbone=CLIP-ResNet502021.12 | — | 48.8 | — | — | — | — | — | — | |
| CLIP S + CADBackbone=ResNet-50, Pretraining=CLIP, Bottleneck=CAD2021.12 | — | 48.8 | — | — | — | — | — | — | |
| CORALModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 41.8 | — | — | — | — | — | — | |
| DANNModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 38.3 | — | — | — | — | — | — | |
| DINO + CADModel Selection=oracle selection, Backbone=DINO2021.12 | — | 33.6 | — | — | — | — | — | — | |
| DINO + CADPretraining=DINO, Bottleneck=CAD2021.12 | — | 33.6 | — | — | — | — | — | — | |
| DomainBed SOTA2021.12 | — | 41.8 | — | — | — | — | — | — | |
| ERMModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 41.3 | — | — | — | — | — | — | |
| ERM2021.12 | — | 41.3 | — | — | — | — | — | — | |
| GroupDROModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 33.4 | — | — | — | — | — | — | |
| IRMModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 28 | — | — | — | — | — | — | |
| MixupModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 39.6 | — | — | — | — | — | — | |
| MMDModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 23.5 | — | — | — | — | — | — | |
| VRExModel Selection=oracle selection, Backbone=ResNet-502021.12 | — | 30.1 | — | — | — | — | — | — |